Book Image

Responsible AI in the Enterprise

By : Adnan Masood, Heather Dawe
5 (1)
Book Image

Responsible AI in the Enterprise

5 (1)
By: Adnan Masood, Heather Dawe

Overview of this book

Responsible AI in the Enterprise is a comprehensive guide to implementing ethical, transparent, and compliant AI systems in an organization. With a focus on understanding key concepts of machine learning models, this book equips you with techniques and algorithms to tackle complex issues such as bias, fairness, and model governance. Throughout the book, you’ll gain an understanding of FairLearn and InterpretML, along with Google What-If Tool, ML Fairness Gym, IBM AI 360 Fairness tool, and Aequitas. You’ll uncover various aspects of responsible AI, including model interpretability, monitoring and management of model drift, and compliance recommendations. You’ll gain practical insights into using AI governance tools to ensure fairness, bias mitigation, explainability, privacy compliance, and privacy in an enterprise setting. Additionally, you’ll explore interpretability toolkits and fairness measures offered by major cloud AI providers like IBM, Amazon, Google, and Microsoft, while discovering how to use FairLearn for fairness assessment and bias mitigation. You’ll also learn to build explainable models using global and local feature summary, local surrogate model, Shapley values, anchors, and counterfactual explanations. By the end of this book, you’ll be well-equipped with tools and techniques to create transparent and accountable machine learning models.
Table of Contents (16 chapters)
1
Part 1: Bigot in the Machine – A Primer
4
Part 2: Enterprise Risk Observability Model Governance
9
Part 3: Explainable AI in Action

Getting started with Azure OpenAI

To get started with Azure OpenAI in the Azure AI portal, follow these steps:

  1. Sign in to the Azure portal at https://portal.azure.com/. In the left navigation pane, select + Create a resource.

In the search bar, type OpenAI and select Azure OpenAI from the search results.

Figure 10.1: Azure OpenAI in the Azure AI portal

Figure 10.1: Azure OpenAI in the Azure AI portal

  1. Click on the Create Azure OpenAI button to begin creating Azure OpenAI Service.
Figure 10.2: The Create Azure OpenAI button to begin creating Azure OpenAI Service

Figure 10.2: The Create Azure OpenAI button to begin creating Azure OpenAI Service

  1. Fill in the required information, such as your subscription, resource group, and the name of your service. Select the region where you want to create the service. Choose the pricing tier that best suits your needs.
Figure 10.3: Create Azure OpenAI

Figure 10.3: Create Azure OpenAI

The model selection screen in Azure OpenAI allows users to choose from a list of pre-trained models, including...